Write SLO-based alert rules with burn rate thresholds and paired runbooks.
Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays.
Retention diagnosis + intervention plan — analyze the retention curve, identify the primary drop-off point, and produce a specific…
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.
Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type…
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE…
Review Kafka Connect connector configurations for common misconfigurations using the Lenses MCP server.
Review Kafka producer and consumer performance configurations in both the live cluster (via Lenses MCP) and the codebase.
Audit all Kafka topic configurations against production best practices using the Lenses MCP server.
Use when writing, reviewing, or committing code to enforce Karpathy's 4 coding principles — surface assumptions before coding, keep it…
Evaluates code implementations against the minimalist and rigorous engineering principles championed by Andrej Karpathy.
Create your first Kling AI video generation with a minimal working example.
Explore Kling AI models, versions, and capabilities for video and image
Pure-Python knowledge base statistics dashboard.
Optimize LangChain API costs and token usage.
Load and chunk documents for LangChain 1.0 RAG pipelines correctly \u2014\
Implement LangChain RAG pipelines with document loaders, text splitters, embeddings, and vector stores (Chroma, Pinecone, FAISS).
Build a correct LangGraph 1.0 ReAct agent with create_react_agent — typed tools, error propagation, recursion caps, and stop conditions…
Build a correct LangGraph 1.0 StateGraph \u2014 typed TypedDict state\
Set up comprehensive observability for LangChain applications
Wire LangChain 1.0 / LangGraph 1.0 traces into an OpenTelemetry-native